{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython\n",
    "%matplotlib inline\n",
    "\n",
    "import logging\n",
    "import warnings\n",
    "\n",
    "logging.getLogger('prophet').setLevel(logging.ERROR)\n",
    "warnings.filterwarnings('ignore')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python API\n",
    "\n",
    "Prophet follows the `sklearn` model API.  We create an instance of the `Prophet` class and then call its `fit` and `predict` methods.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The input to Prophet is always a dataframe with two columns: `ds` and `y`.  The `ds` (datestamp) column should be of a format expected by Pandas, ideally YYYY-MM-DD for a date or YYYY-MM-DD HH:MM:SS for a timestamp. The `y` column must be numeric, and represents the measurement we wish to forecast.\n",
    "\n",
    "As an example, let's look at a time series of the log daily page views for the Wikipedia page for [Peyton Manning](https://en.wikipedia.org/wiki/Peyton_Manning).  We scraped this data using the [Wikipediatrend](https://cran.r-project.org/package=wikipediatrend) package in R.  Peyton Manning provides a nice example because it illustrates some of Prophet's features, like multiple seasonality, changing growth rates, and the ability to model special days (such as Manning's playoff and superbowl appearances). The CSV is available [here](https://github.com/facebook/prophet/blob/main/examples/example_wp_log_peyton_manning.csv).\n",
    "\n",
    "First we'll import the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from prophet import Prophet\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-12-10</td>\n",
       "      <td>9.590761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007-12-11</td>\n",
       "      <td>8.519590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2007-12-12</td>\n",
       "      <td>8.183677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2007-12-13</td>\n",
       "      <td>8.072467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2007-12-14</td>\n",
       "      <td>7.893572</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ds         y\n",
       "0  2007-12-10  9.590761\n",
       "1  2007-12-11  8.519590\n",
       "2  2007-12-12  8.183677\n",
       "3  2007-12-13  8.072467\n",
       "4  2007-12-14  7.893572"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv')\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We fit the model by instantiating a new `Prophet` object.  Any settings to the forecasting procedure are passed into the constructor.  Then you call its `fit` method and pass in the historical dataframe. Fitting should take 1-5 seconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:cmdstanpy:Chain [1] start processing\n",
      "INFO:cmdstanpy:Chain [1] done processing\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<prophet.forecaster.Prophet at 0x12e770e20>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Prophet()\n",
    "m.fit(df)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predictions are then made on a dataframe with a column `ds` containing the dates for which a prediction is to be made. You can get a suitable dataframe that extends into the future a specified number of days using the helper method `Prophet.make_future_dataframe`. By default it will also include the dates from the history, so we will see the model fit as well. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>2017-01-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>2017-01-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>2017-01-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>2017-01-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>2017-01-19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds\n",
       "3265 2017-01-15\n",
       "3266 2017-01-16\n",
       "3267 2017-01-17\n",
       "3268 2017-01-18\n",
       "3269 2017-01-19"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future = m.make_future_dataframe(periods=365)\n",
    "future.tail()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `predict` method will assign each row in `future` a predicted value which it names `yhat`.  If you pass in historical dates, it will provide an in-sample fit. The `forecast` object here is a new dataframe that includes a column `yhat` with the forecast, as well as columns for components and uncertainty intervals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>2017-01-15</td>\n",
       "      <td>8.212625</td>\n",
       "      <td>7.456310</td>\n",
       "      <td>8.959726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>2017-01-16</td>\n",
       "      <td>8.537635</td>\n",
       "      <td>7.842986</td>\n",
       "      <td>9.290934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>2017-01-17</td>\n",
       "      <td>8.325071</td>\n",
       "      <td>7.600879</td>\n",
       "      <td>9.072006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>2017-01-18</td>\n",
       "      <td>8.157723</td>\n",
       "      <td>7.512052</td>\n",
       "      <td>8.924022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>2017-01-19</td>\n",
       "      <td>8.169677</td>\n",
       "      <td>7.412473</td>\n",
       "      <td>8.946977</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds      yhat  yhat_lower  yhat_upper\n",
       "3265 2017-01-15  8.212625    7.456310    8.959726\n",
       "3266 2017-01-16  8.537635    7.842986    9.290934\n",
       "3267 2017-01-17  8.325071    7.600879    9.072006\n",
       "3268 2017-01-18  8.157723    7.512052    8.924022\n",
       "3269 2017-01-19  8.169677    7.412473    8.946977"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast = m.predict(future)\n",
    "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can plot the forecast by calling the `Prophet.plot` method and passing in your forecast dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = m.plot(forecast)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to see the forecast components, you can use the `Prophet.plot_components` method.  By default you'll see the trend, yearly seasonality, and weekly seasonality of the time series.  If you include holidays, you'll see those here, too."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = m.plot_components(forecast)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An interactive figure of the forecast and components can be created with plotly. You will need to install plotly 4.0 or above separately, as it will not by default be installed with prophet. You will also need to install the `notebook` and `ipywidgets` packages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from prophet.plot import plot_plotly, plot_components_plotly\n",
    "\n",
    "plot_plotly(m, forecast)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_components_plotly(m, forecast)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More details about the options available for each method are available in the docstrings, for example, via `help(Prophet)` or `help(Prophet.fit)`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## R API\n",
    "\n",
    "In R, we use the normal model fitting API.  We provide a `prophet` function that performs fitting and returns a model object.  You can then call `predict` and `plot` on this model object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Loading required package: Rcpp\n",
      "\n",
      "R[write to console]: Loading required package: rlang\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "library(prophet)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we read in the data and create the outcome variable. As in the Python API, this is a dataframe with columns `ds` and `y`, containing the date and numeric value respectively. The ds column should be YYYY-MM-DD for a date, or YYYY-MM-DD HH:MM:SS for a timestamp. As above, we use here the log number of views to Peyton Manning's Wikipedia page, available [here](https://github.com/facebook/prophet/blob/main/examples/example_wp_log_peyton_manning.csv)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%R\n",
    "df <- read.csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We call the `prophet` function to fit the model.  The first argument is the historical dataframe.  Additional arguments control how Prophet fits the data and are described in later pages of this documentation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "m <- prophet(df)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predictions are made on a dataframe with a column `ds` containing the dates for which predictions are to be made. The `make_future_dataframe` function takes the model object and a number of periods to forecast and produces a suitable dataframe. By default it will also include the historical dates so we can evaluate in-sample fit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             ds\n",
      "3265 2017-01-14\n",
      "3266 2017-01-15\n",
      "3267 2017-01-16\n",
      "3268 2017-01-17\n",
      "3269 2017-01-18\n",
      "3270 2017-01-19\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "future <- make_future_dataframe(m, periods = 365)\n",
    "tail(future)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As with most modeling procedures in R, we use the generic `predict` function to get our forecast. The `forecast` object is a dataframe with a column `yhat` containing the forecast. It has additional columns for uncertainty intervals and seasonal components."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             ds     yhat yhat_lower yhat_upper\n",
      "3265 2017-01-14 7.818359   7.071228   8.550957\n",
      "3266 2017-01-15 8.200125   7.475725   8.869495\n",
      "3267 2017-01-16 8.525104   7.747071   9.226915\n",
      "3268 2017-01-17 8.312482   7.551904   9.046774\n",
      "3269 2017-01-18 8.145098   7.390770   8.863692\n",
      "3270 2017-01-19 8.156964   7.381716   8.866507\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "forecast <- predict(m, future)\n",
    "tail(forecast[c('ds', 'yhat', 'yhat_lower', 'yhat_upper')])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the generic `plot` function to plot the forecast, by passing in the model and the forecast dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 10 -h 6 -u in\n",
    "plot(m, forecast)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the `prophet_plot_components` function to see the forecast broken down into trend, weekly seasonality, and yearly seasonality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 9 -h 9 -u in\n",
    "prophet_plot_components(m, forecast)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An interactive plot of the forecast using Dygraphs can be made with the command `dyplot.prophet(m, forecast)`.\n",
    "\n",
    "More details about the options available for each method are available in the docstrings, for example, via `?prophet` or `?fit.prophet`. This documentation is also available in the [reference manual](https://cran.r-project.org/web/packages/prophet/prophet.pdf) on CRAN."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.17"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
